| Number of Variables | 20 |
|---|---|
| Number of Rows | 7043 |
| Missing Cells | 0 |
| Missing Cells (%) | 0.0% |
| Duplicate Rows | 22 |
| Duplicate Rows (%) | 0.3% |
| Total Size in Memory | 7.8 MB |
| Average Row Size in Memory | 1.1 KB |
| Variable Types |
|
| tenure is skewed | Skewed |
|---|---|
| MonthlyCharges is skewed | Skewed |
| TotalCharges is skewed | Skewed |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 887.2 KB |
| Mean | 4.9905 |
|---|---|
| Standard Deviation | 1 |
| Median | 4 |
| Minimum | 4 |
| Maximum | 6 |
| 1st row | Female |
|---|---|
| 2nd row | Male |
| 3rd row | Male |
| 4th row | Male |
| 5th row | Female |
| Count | 35148 |
|---|---|
| Lowercase Letter | 28105 |
| Space Separator | 0 |
| Uppercase Letter | 7043 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 867.7 KB |
| Mean | 2.1621 |
|---|---|
| Standard Deviation | 0.3686 |
| Median | 2 |
| Minimum | 2 |
| Maximum | 3 |
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | Yes |
| 5th row | Yes |
| Count | 15228 |
|---|---|
| Lowercase Letter | 8185 |
| Space Separator | 0 |
| Uppercase Letter | 7043 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 869.9 KB |
| Mean | 2.483 |
|---|---|
| Standard Deviation | 0.4997 |
| Median | 2 |
| Minimum | 2 |
| Maximum | 3 |
| 1st row | Yes |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | Yes |
| 5th row | Yes |
| Count | 17488 |
|---|---|
| Lowercase Letter | 10445 |
| Space Separator | 0 |
| Uppercase Letter | 7043 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 868.7 KB |
| Mean | 2.2996 |
|---|---|
| Standard Deviation | 0.4581 |
| Median | 2 |
| Minimum | 2 |
| Maximum | 3 |
| 1st row | Yes |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
| Count | 16196 |
|---|---|
| Lowercase Letter | 9153 |
| Space Separator | 0 |
| Uppercase Letter | 7043 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
numerical
| Approximate Distinct Count | 73 |
|---|---|
| Approximate Unique (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 515.8 KB |
| Mean | 32.3711 |
| Minimum | 0 |
| Maximum | 72 |
| Zeros | 11 |
| Zeros (%) | 0.2% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 1 |
| Q1 | 9 |
| Median | 29 |
| Q3 | 55 |
| 95-th Percentile | 72 |
| Maximum | 72 |
| Range | 72 |
| IQR | 46 |
| Mean | 32.3711 |
|---|---|
| Standard Deviation | 24.5595 |
| Variance | 603.1681 |
| Sum | 227990 |
| Skewness | 0.2395 |
| Kurtosis | -1.3872 |
| Coefficient of Variation | 0.7587 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 872.8 KB |
| Mean | 2.9032 |
|---|---|
| Standard Deviation | 0.2958 |
| Median | 3 |
| Minimum | 2 |
| Maximum | 3 |
| 1st row | Yes |
|---|---|
| 2nd row | Yes |
| 3rd row | Yes |
| 4th row | Yes |
| 5th row | Yes |
| Count | 20447 |
|---|---|
| Lowercase Letter | 13404 |
| Space Separator | 0 |
| Uppercase Letter | 7043 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 3 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 878.8 KB |
| Mean | 3.7775 |
|---|---|
| Standard Deviation | 4.0304 |
| Median | 3 |
| Minimum | 2 |
| Maximum | 16 |
| 1st row | No |
|---|---|
| 2nd row | Yes |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
| Count | 25241 |
|---|---|
| Lowercase Letter | 18198 |
| Space Separator | 1364 |
| Uppercase Letter | 7043 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 3 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 896.2 KB |
| Mean | 6.3 |
|---|---|
| Standard Deviation | 4.1788 |
| Median | 3 |
| Minimum | 2 |
| Maximum | 11 |
| 1st row | DSL |
|---|---|
| 2nd row | DSL |
| 3rd row | Fiber optic |
| 4th row | Fiber optic |
| 5th row | Fiber optic |
| Count | 41275 |
|---|---|
| Lowercase Letter | 29390 |
| Space Separator | 3096 |
| Uppercase Letter | 11885 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 3 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 893.9 KB |
| Mean | 5.97 |
|---|---|
| Standard Deviation | 6.8665 |
| Median | 3 |
| Minimum | 2 |
| Maximum | 19 |
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
| Count | 38995 |
|---|---|
| Lowercase Letter | 31952 |
| Space Separator | 3052 |
| Uppercase Letter | 7043 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 3 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 894.3 KB |
| Mean | 6.0283 |
|---|---|
| Standard Deviation | 6.8368 |
| Median | 3 |
| Minimum | 2 |
| Maximum | 19 |
| 1st row | Yes |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | Yes |
| 5th row | No |
| Count | 39405 |
|---|---|
| Lowercase Letter | 32362 |
| Space Separator | 3052 |
| Uppercase Letter | 7043 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 3 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 894.3 KB |
| Mean | 6.0273 |
|---|---|
| Standard Deviation | 6.8373 |
| Median | 3 |
| Minimum | 2 |
| Maximum | 19 |
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | Yes |
| 4th row | Yes |
| 5th row | No |
| Count | 39398 |
|---|---|
| Lowercase Letter | 32355 |
| Space Separator | 3052 |
| Uppercase Letter | 7043 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 3 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 893.9 KB |
| Mean | 5.9736 |
|---|---|
| Standard Deviation | 6.8648 |
| Median | 3 |
| Minimum | 2 |
| Maximum | 19 |
| 1st row | Yes |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | Yes |
| Count | 39020 |
|---|---|
| Lowercase Letter | 31977 |
| Space Separator | 3052 |
| Uppercase Letter | 7043 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 3 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 894.6 KB |
| Mean | 6.0677 |
|---|---|
| Standard Deviation | 6.8163 |
| Median | 3 |
| Minimum | 2 |
| Maximum | 19 |
| 1st row | Yes |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | Yes |
| 5th row | Yes |
| Count | 39683 |
|---|---|
| Lowercase Letter | 32640 |
| Space Separator | 3052 |
| Uppercase Letter | 7043 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 3 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 894.6 KB |
| Mean | 6.0713 |
|---|---|
| Standard Deviation | 6.8144 |
| Median | 3 |
| Minimum | 2 |
| Maximum | 19 |
| 1st row | No |
|---|---|
| 2nd row | Yes |
| 3rd row | No |
| 4th row | Yes |
| 5th row | No |
| Count | 39708 |
|---|---|
| Lowercase Letter | 32665 |
| Space Separator | 3052 |
| Uppercase Letter | 7043 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 3 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 930.6 KB |
| Mean | 11.3012 |
|---|---|
| Standard Deviation | 2.9851 |
| Median | 14 |
| Minimum | 8 |
| Maximum | 14 |
| 1st row | One year |
|---|---|
| 2nd row | Month-to-month |
| 3rd row | Month-to-month |
| 4th row | Month-to-month |
| 5th row | Month-to-month |
| Count | 68676 |
|---|---|
| Lowercase Letter | 61633 |
| Space Separator | 3168 |
| Uppercase Letter | 7043 |
| Dash Punctuation | 7750 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 870.7 KB |
| Mean | 2.5922 |
|---|---|
| Standard Deviation | 0.4915 |
| Median | 3 |
| Minimum | 2 |
| Maximum | 3 |
| 1st row | Yes |
|---|---|
| 2nd row | No |
| 3rd row | Yes |
| 4th row | Yes |
| 5th row | Yes |
| Count | 18257 |
|---|---|
| Lowercase Letter | 11214 |
| Space Separator | 0 |
| Uppercase Letter | 7043 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 4 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 980.6 KB |
| Mean | 18.5702 |
|---|---|
| Standard Deviation | 5.0404 |
| Median | 16 |
| Minimum | 12 |
| Maximum | 25 |
| 1st row | Mailed check |
|---|---|
| 2nd row | Mailed check |
| 3rd row | Electronic check |
| 4th row | Electronic check |
| 5th row | Mailed check |
| Count | 114549 |
|---|---|
| Lowercase Letter | 107506 |
| Space Separator | 10109 |
| Uppercase Letter | 7043 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
numerical
| Approximate Distinct Count | 1585 |
|---|---|
| Approximate Unique (%) | 22.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 515.8 KB |
| Mean | 64.7617 |
| Minimum | 18.25 |
| Maximum | 118.75 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 18.25 |
|---|---|
| 5-th Percentile | 19.65 |
| Q1 | 35.5 |
| Median | 70.35 |
| Q3 | 89.85 |
| 95-th Percentile | 107.4 |
| Maximum | 118.75 |
| Range | 100.5 |
| IQR | 54.35 |
| Mean | 64.7617 |
|---|---|
| Standard Deviation | 30.09 |
| Variance | 905.4109 |
| Sum | 456116.6 |
| Skewness | -0.2205 |
| Kurtosis | -1.2572 |
| Coefficient of Variation | 0.4646 |
numerical
| Approximate Distinct Count | 6531 |
|---|---|
| Approximate Unique (%) | 92.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 515.8 KB |
| Mean | 2279.7343 |
| Minimum | 0 |
| Maximum | 8684.8 |
| Zeros | 11 |
| Zeros (%) | 0.2% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 48.6 |
| Q1 | 398.55 |
| Median | 1394.55 |
| Q3 | 3786.6 |
| 95-th Percentile | 6921.025 |
| Maximum | 8684.8 |
| Range | 8684.8 |
| IQR | 3388.05 |
| Mean | 2279.7343 |
|---|---|
| Standard Deviation | 2266.7945 |
| Variance | 5.1384e+06 |
| Sum | 1.6056e+07 |
| Skewness | 0.963 |
| Kurtosis | -0.2293 |
| Coefficient of Variation | 0.9943 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 868.4 KB |
| Mean | 2.2654 |
|---|---|
| Standard Deviation | 0.4416 |
| Median | 2 |
| Minimum | 2 |
| Maximum | 3 |
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | Yes |
| 4th row | Yes |
| 5th row | Yes |
| Count | 15955 |
|---|---|
| Lowercase Letter | 8912 |
| Space Separator | 0 |
| Uppercase Letter | 7043 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |